So what this shows for the non stats folk is that there is a positive relationship between Last Initial and grades. This however doesn't necessarily prove any kind of causal relations hip, or anything at all since the sample is only 46 students. It would have to be done on a much larger scale to prove anything real. But it is pretty surprising.